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DP-700 Exam Dumps - Microsoft Certified: Fabric Data Engineer Associate Questions and Answers

Question # 14

You have a Fabric workspace named Workspace1 that contains a warehouse named DW1 and a data pipeline named Pipeline1.

You plan to add a user named User3 to Workspace1.

You need to ensure that User3 can perform the following actions:

View all the items in Workspace1.

Update the tables in DW1.

The solution must follow the principle of least privilege.

You already assigned the appropriate object-level permissions to DW1.

Which workspace role should you assign to User3?

Options:

A.

Admin

B.

Member

C.

Viewer

D.

Contributor

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Question # 15

You need to ensure that the data analysts can access the gold layer lakehouse.

What should you do?

Options:

A.

Add the DataAnalyst group to the Viewer role for WorkspaceA.

B.

Share the lakehouse with the DataAnalysts group and grant the Build reports on the default semantic model permission.

C.

Share the lakehouse with the DataAnalysts group and grant the Read all SQL Endpoint data permission.

D.

Share the lakehouse with the DataAnalysts group and grant the Read all Apache Spark permission.

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Question # 16

You need to ensure that processes for the bronze and silver layers run in isolation How should you configure the Apache Spark settings?

Options:

A.

Modify the number of executors.

B.

Disable high concurrency.

C.

Create a custom pool.

D.

Set the default environment.

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Question # 17

You need to ensure that the authors can see only their respective sales data.

How should you complete the statement? To answer, drag the appropriate values the correct targets. Each value may be used once, more than once, or not at all. You may need to drag the split bar between panes or scroll to view content

NOTE: Each correct selection is worth one point.

Options:

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Question # 18

You have a Fabric workspace that contains a lakehouse named Lakehousel. Lakehousel contains a table named Status_Target that has the following columns:

• Key

• Status

• LastModified

The data source contains a table named Status.Source that has the same columns as Status_Target. Status.Source is used to populate Status_Target. In a notebook name Notebook!, you load Status_Source to a DataFrame named sourceDF and Status_Target to a DataFrame named targetDF. You need to implement an incremental loading pattern by using Notebook-!. The solution must meet the following requirements:

• For all the matching records that have the same value of key, update the value of LastModified in Status_Target to the value of LastModified in Status_Source.

• Insert all the records that exist in Status_Source that do NOT exist in Status_Target.

• Set the value of Status in Status_Target to inactive for all the records that were last modified more than seven days ago and that do NOT exist in Status.Source.

How should you complete the statement? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

Options:

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Question # 19

You have a Fabric workspace named WS1 that is connected to the main branch of an Azure DevOps Git repository. WS1 contains a lakehouse a notebook and a pipeline.

Two data engineer must update the notebook and people concurrently for separate features.

You need to configure version control to support isolated feature development and controlled integration into the main branch.

The solution must meet the following requirements:

Prevent one engineer’s reviewed workspace changes from affecting the other engineer workspace.

Support a review before changes are integrated into the main branch.

Track changes to the Fabric items in Git.

How should you configure the development workflow? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

Options:

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Question # 20

You need to develop an orchestration solution in fabric that will load each item one after the other. The solution must be scheduled to run every 15 minutes. Which type of item should you use?

Options:

A.

warehouse

B.

data pipeline

C.

Dataflow Gen2 dataflow

D.

notebook

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Question # 21

HOTSPOT

You have a Fabric workspace that contains a warehouse named Warehouse1. Warehouse1 contains the following tables and columns.

You need to denormalize the tables and include the ContractType and StartDate columns in the Employee table. The solution must meet the following requirements:

Ensure that the StartDate column is of the date data type.

Ensure that all the rows from the Employee table are preserved and include any matching rows from the Contract table.

Ensure that the result set displays the total number of employees per contract type for all the contract types that have more than two employees.

How should you complete the statement? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

Options:

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Question # 22

You have a Fabric lakehouse that contains the resources shown in the following table.

You need to use a notebook to query for customers in the United States and load the filtered data into USCustomers. The solution must minimize the number of scripts used.

Which statement should you use?

Options:

A.

customers.write.format( " parquet " ).mode( " append " ).saveAsTable( " USCustomers " )

B.

customers.write.format( " delta " ).mode( " overwrite " ).save( " Tables/USCustomers " )

C.

customers.write.format( " delta " ).mode( " overwrite " ).saveAsTable( " USCustomers " )

D.

customers.write.format( " parquet " ).mode( " append " ).save( " Tables/USCustomers " )

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Question # 23

You need to create a workflow for the new book cover images.

Which two components should you include in the workflow? Each correct answer presents part of the solution.

NOTE: Each correct selection is worth one point.

Options:

A.

a notebook that uses Apache Spark Structured Streaming

B.

a time-based schedule

C.

an activator item

D.

a data pipeline

E.

a streaming dataflow

F.

a blob storage action

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Exam Code: DP-700
Exam Name: Implementing Data Engineering Solutions Using Microsoft Fabric
Last Update: Oct 5, 2026
Questions: 142
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